
#Primero importamos las librerías más importantes.
import pandas as pd 
import numpy as np
from tabulate import tabulate
import matplotlib.pyplot as plt
from IPython.display import display

#La vamos a procesar con la función para leer csv en Pandas.
data = pd.read_csv('Buenos_Aires_AIRBNB.csv')

#observamos las variables
data.head()


data.shape

#Filas
print(f'Cantidad de filas: {data.shape[0]}\n')

#Columnas
print(f'Cantidad de columnas: {data.shape[1]}')

Cantidad de filas: 22877

Cantidad de columnas: 15


data.describe()


data.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 22877 entries, 0 to 22876
Data columns (total 15 columns):
 #   Column                          Non-Null Count  Dtype  
---  ------                          --------------  -----  
 0   id                              22877 non-null  int64  
 1   name                            22867 non-null  object 
 2   host_id                         22877 non-null  int64  
 3   host_name                       22854 non-null  object 
 4   neighbourhood                   22877 non-null  object 
 5   latitude                        22877 non-null  float64
 6   longitude                       22877 non-null  float64
 7   room_type                       22877 non-null  object 
 8   price                           22877 non-null  int64  
 9   minimum_nights                  22877 non-null  int64  
 10  number_of_reviews               22877 non-null  int64  
 11  last_review                     16432 non-null  object 
 12  reviews_per_month               16432 non-null  float64
 13  calculated_host_listings_count  22877 non-null  int64  
 14  availability_365                22877 non-null  int64  
dtypes: float64(3), int64(7), object(5)
memory usage: 2.6+ MB


def analisis_columna(data):
    rows = []
    for columna in data:
        cuenta_notnull = data[columna].notnull().sum()
        ejemplo_valores = data[columna].unique().tolist()[:5]
        tipo_columna = type(data[columna][0])
        rows.append([columna, cuenta_notnull, data.shape[0], ejemplo_valores, tipo_columna])

    headers = ["Columna", "Cuenta notnull", "Total filas", "Ejemplo de valores", "Tipo de columna"]
    table = tabulate(rows, headers, tablefmt="fancy_grid")
    display(table)

analisis_columna(data)

"╒════════════════════════════════╤══════════════════╤═══════════════╤══════════════════════════════════════════════════════════════════╤═════════════════════════╕\n│ Columna                        │   Cuenta notnull │   Total filas │ Ejemplo de valores                                               │ Tipo de columna         │\n╞════════════════════════════════╪══════════════════╪═══════════════╪══════════════════════════════════════════════════════════════════╪═════════════════════════╡\n│ id                             │            22877 │         22877 │ [7270, 11508, 12463, 13095, 13096]                               │ <class 'numpy.int64'>   │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ host_id                        │            22877 │         22877 │ [18822, 42762, 48799, 50994, 52100]                              │ <class 'numpy.int64'>   │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ neighbourhood                  │            22877 │         22877 │ ['Palermo', 'Recoleta', 'Monserrat', 'Nuñez', 'Balvanera']       │ <class 'str'>           │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ latitude                       │            22877 │         22877 │ [-34.58241, -34.58225, -34.59761, -34.59382, -34.59398]          │ <class 'numpy.float64'> │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ longitude                      │            22877 │         22877 │ [-58.43382, -58.4246, -58.39468, -58.42994, -58.42853]           │ <class 'numpy.float64'> │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ room_type                      │            22877 │         22877 │ ['Entire home/apt', 'Private room', 'Shared room', 'Hotel room'] │ <class 'str'>           │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ price                          │            22877 │         22877 │ [2033, 3588, 1435, 2691, 4185]                                   │ <class 'numpy.int64'>   │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ minimum_nights                 │            22877 │         22877 │ [20, 2, 1, 5, 29]                                                │ <class 'numpy.int64'>   │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ number_of_reviews              │            22877 │         22877 │ [14, 25, 20, 1, 0]                                               │ <class 'numpy.int64'>   │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ last_review                    │            22877 │         22877 │ ['30-04-2018', '13-08-2019', '11-12-2017', '18-12-2018', 0]      │ <class 'str'>           │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ reviews_per_month              │            22877 │         22877 │ [0.15, 0.28, 0.17, 0.09, 0.0]                                    │ <class 'numpy.float64'> │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ calculated_host_listings_count │            22877 │         22877 │ [1, 7, 6, 3, 2]                                                  │ <class 'numpy.int64'>   │\n├────────────────────────────────┼──────────────────┼───────────────┼──────────────────────────────────────────────────────────────────┼─────────────────────────┤\n│ availability_365               │            22877 │         22877 │ [363, 281, 365, 360, 358]                                        │ <class 'numpy.int64'>   │\n╘════════════════════════════════╧══════════════════╧═══════════════╧══════════════════════════════════════════════════════════════════╧═════════════════════════╛"

None


plot_width, plot_height = (18,18)
plt.rcParams['figure.figsize'] = (plot_width,plot_height)

def plot_nas(df: pd.DataFrame):
    if df.isnull().sum().sum() != 0:
        na_df = (df.isnull().sum() / len(df)) * 100      
        na_df = na_df.drop(na_df[na_df == 0].index).sort_values(ascending=False)
        missing_data = pd.DataFrame({'Missing Ratio %' :na_df})
        missing_data.plot(kind = "barh")
        plt.show()
    else:
        print('No NAs found')
        
        
plot_nas(data)


data['last_review'].fillna(0,inplace=True)
data['reviews_per_month'].fillna(0,inplace=True)

#eliminamos las columnas que no nos interesan para el análisis
data = data.drop(columns=['name','host_name'])

#vemos la distribución de NULLs ahora

data.isnull().sum()

id                                0
host_id                           0
neighbourhood                     0
latitude                          0
longitude                         0
room_type                         0
price                             0
minimum_nights                    0
number_of_reviews                 0
last_review                       0
reviews_per_month                 0
calculated_host_listings_count    0
availability_365                  0
dtype: int64


def medidas_tendencia_central(data):
    numeric_columns = data.select_dtypes(include='number').columns
    rows = []
    
    for columna in numeric_columns:
        media = data[columna].mean()
        mediana = data[columna].median()
        moda = data[columna].mode().tolist()
        rows.append([columna, media, mediana, moda])

    headers = ["Variable", "Media", "Mediana", "Moda"]
    table = tabulate(rows, headers, tablefmt="pipe")
    
    # Mostrar la tabla utilizando display()
    display(table)
    #print(table)

# Llamar a la función y mostrar la tabla
medidas_tendencia_central(data)

'| Variable                       |          Media |        Mediana | Moda                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |


import seaborn as sns

variables = ['price', 'minimum_nights', 'number_of_reviews', 'reviews_per_month', 'calculated_host_listings_count', 'availability_365']

fig, axes = plt.subplots(3, 2, figsize=(12, 12))

for i, variable in enumerate(variables):
    row = i // 2
    col = i % 2
    ax = axes[row, col]
    
    # Calcular la media, moda y mediana
    media = data[variable].mean()
    moda = data[variable].mode().values[0]
    mediana = data[variable].median()
    
    # Crear el histograma
    sns.histplot(data=data, x=variable, bins=10, kde=True, ax=ax)
    
    # Agregar líneas verticales para la media, moda y mediana
    ax.axvline(media, color='r', linestyle='dashed', linewidth=1, label='Media')
    ax.axvline(moda, color='g', linestyle='dashed', linewidth=1, label='Moda')
    ax.axvline(mediana, color='b', linestyle='dashed', linewidth=1, label='Mediana')
    
    # Configurar etiquetas y título del gráfico
    ax.set_xlabel(variable)
    ax.set_ylabel('Frecuencia')
    ax.set_title(f'Histograma de {variable}')
    
    # Mostrar la leyenda
    ax.legend()

# Ajustar los espacios entre los subplots
plt.tight_layout()

# Mostrar los gráficos
plt.show()


fig, axes = plt.subplots(3, 2, figsize=(12, 12))

for i, variable in enumerate(variables):
    row = i // 2
    col = i % 2
    ax = axes[row, col]
    
    # Crear el boxplot
    sns.boxplot(data=data, y=variable, ax=ax)
    
    # Configurar etiquetas y título del gráfico
    ax.set_ylabel(variable)
    ax.set_title(f'Boxplot de {variable}')
    
    # Ajustar el espacio entre los subplots
    plt.subplots_adjust(hspace=0.5)
    
# Mostrar los gráficos
plt.show()

Variable	Descripción
id	ID único del alojamiento
name	Nombre del alojamiento
host_id	ID del anfitrión
host_name	Nombre del anfitrión
neighbourhood	Barrio o vecindario
latitude	Latitud geográfica
longitude	Longitud geográfica
room_type	Tipo de habitación
price	Precio del alojamiento
minimum_nights	Estadía mínima en noches
number_of_reviews	Número de reseñas
last_review	Fecha de la última reseña
reviews_per_month	Promedio de reseñas por mes
calculated_host_listings_count	Cantidad de alojamientos del mismo anfitrión
availability_365	Número de días de disponibilidad en el año

	id	host_id	latitude	longitude	price	minimum_nights	number_of_reviews	reviews_per_month	calculated_host_listings_count	availability_365
count	2.287700e+04	2.287700e+04	22877.000000	22877.000000	22877.000000	22877.000000	22877.000000	16432.000000	22877.000000	22877.000000
mean	2.487670e+07	9.739731e+07	-34.592534	-58.416364	3214.630196	5.653233	15.482974	1.266434	6.296062	202.064912
std	1.191191e+07	9.274044e+07	0.018304	0.029937	12364.429880	21.513176	31.268565	1.440429	14.748998	134.161675
min	7.270000e+03	2.616000e+03	-34.688950	-58.530200	120.000000	1.000000	0.000000	0.010000	1.000000	0.000000
25%	1.631899e+07	1.363528e+07	-34.603400	-58.435630	1196.000000	1.000000	0.000000	0.250000	1.000000	83.000000
50%	2.856388e+07	6.212518e+07	-34.591830	-58.415950	1973.000000	3.000000	4.000000	0.760000	1.000000	180.000000
75%	3.454449e+07	1.713546e+08	-34.581970	-58.392220	2990.000000	4.000000	16.000000	1.810000	4.000000	343.000000
max	4.035243e+07	3.118884e+08	-34.532720	-58.354880	597865.000000	1125.000000	600.000000	37.580000	105.000000	365.000000

Introducción al Aprendizaje Estadístico¶

Trabajo Práctico final¶

Objetivo.¶

Fecha de entrega.¶

Condiciones.¶

Entregable.¶

Consignas.¶

PARTE I. Estadística descriptiva.¶

¿Qué columnas tiene?¿Qué tipo de columnas son?¶

Análisis y aplicación de Medidas de Tendencia Central.¶

PARTE II. Modelado supervisado.¶

PARTE III. Modelado no supervisado.¶

	id	name	host_id	host_name	neighbourhood	latitude	longitude	room_type	price	minimum_nights	number_of_reviews	last_review	reviews_per_month	calculated_host_listings_count	availability_365
0	7270	¡¡Great Loft in Palermo Hollywood!!	18822	Toni	Palermo	-34.58241	-58.43382	Entire home/apt	2033	20	14	30-04-2018	0.15	1	363
1	11508	Amazing Luxurious Apt-Palermo Soho	42762	Candela	Palermo	-34.58225	-58.42460	Entire home/apt	3588	2	25	13-08-2019	0.28	1	281
2	12463	Room in Recoleta - awesome location	48799	Matt	Recoleta	-34.59761	-58.39468	Private room	1435	1	20	11-12-2017	0.17	1	365
3	13095	Standard Room at Palermo Viejo B&B	50994	Ariel	Palermo	-34.59382	-58.42994	Private room	2691	1	1	18-12-2018	0.09	7	360
4	13096	Standard Room in Palermo Viejo B&B	50994	Ariel	Palermo	-34.59398	-58.42853	Private room	2691	1	0	NaN	NaN	7	360